Overview

Dataset statistics

Number of variables25
Number of observations117350
Missing cells182737
Missing cells (%)6.2%
Duplicate rows9198
Duplicate rows (%)7.8%
Total size in memory180.7 MiB
Average record size in memory1.6 KiB

Variable types

CAT16
NUM9

Reproduction

Analysis started2020-02-27 02:53:28.546766
Analysis finished2020-02-27 02:58:43.303706
Versionpandas-profiling v2.5.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml
Dataset has 9198 (7.8%) duplicate rows Duplicates
description has a high cardinality: 108122 distinct values High cardinality
designation has a high cardinality: 34149 distinct values High cardinality
province has a high cardinality: 406 distinct values High cardinality
region_1 has a high cardinality: 1190 distinct values High cardinality
title has a high cardinality: 73194 distinct values High cardinality
variety has a high cardinality: 674 distinct values High cardinality
winery has a high cardinality: 15595 distinct values High cardinality
description_desc has a high cardinality: 108109 distinct values High cardinality
aspects has a high cardinality: 106339 distinct values High cardinality
positive_score is highly correlated with neutral_scoreHigh Correlation
neutral_score is highly correlated with positive_scoreHigh Correlation
taster_twitter_handle is highly correlated with taster_nameHigh Correlation
taster_name is highly correlated with taster_twitter_handleHigh Correlation
designation has 34602 (29.5%) missing values Missing
price has 8131 (6.9%) missing values Missing
region_1 has 19027 (16.2%) missing values Missing
region_2 has 70191 (59.8%) missing values Missing
taster_name has 23022 (19.6%) missing values Missing
taster_twitter_handle has 27658 (23.6%) missing values Missing
polarity_score has 12056 (10.3%) zeros Zeros
negative_score has 88537 (75.4%) zeros Zeros
positive_score has 17207 (14.7%) zeros Zeros

Variables

country
Categorical

Distinct count43
Unique (%)< 0.1%
Missing53
Missing (%)< 0.1%
Memory size1.8 MiB
US
50799
France
18949
Italy
17412
Spain
 
5737
Portugal
 
4925
Other values (38)
19475
ValueCountFrequency (%) 
US 50799 43.3%
 
France 18949 16.1%
 
Italy 17412 14.8%
 
Spain 5737 4.9%
 
Portugal 4925 4.2%
 
Chile 4033 3.4%
 
Argentina 3600 3.1%
 
Austria 3022 2.6%
 
Germany 2095 1.8%
 
Australia 1946 1.7%
 
Other values (33) 4779 4.1%
 

Length

Max length22
Mean length4.431580741
Min length2
ValueCountFrequency (%) 
Lowercase_Letter 24 57.1%
 
Uppercase_Letter 17 40.5%
 
Space_Separator 1 2.4%
 
ValueCountFrequency (%) 
Latin 41 97.6%
 
Common 1 2.4%
 
ValueCountFrequency (%) 
ASCII 42 100.0%
 

description
Categorical

HIGH CARDINALITY
UNIFORM
Distinct count108122
Unique (%)92.1%
Missing0
Missing (%)0.0%
Memory size1.8 MiB
This zesty red has pretty aromas that suggest small red berry, blue flower and a whiff of moist soil. The vibrant palate offers sour cherry, pomegranate and a hint of anise alongside zesty acidity and refined tannins.
 
3
Gravenstein apple, honeysuckle and jasmine aromas show on the relatively boisterous nose of this bottling from a large vineyard on Highway 46 east of Paso Robles. There is compellingly grippy texture to the sip, with ripe flavors of pear and honeydew melon. A salty acidity takes it to the next level.
 
3
Cigar box, café au lait, and dried tobacco aromas are followed by coffee and cherry flavors, with barrel spices lingering on the finish. The wood gets a bit out front but it still delivers enjoyment.
 
3
Ripe plum, game, truffle, leather and menthol are some of the aromas you'll find on this earthy wine. The tightly wound palate offers dried black cherry, chopped sage, mint and roasted coffee bean alongside raspy tannins that leave a mouth-drying finish.
 
3
Seductively tart in lemon pith, cranberry and pomegranate, this refreshing, light-bodied quaff is infinitely enjoyable, both on its own or at the table. It continues to expand on the palate into an increasing array of fresh flavors, finishing in cherry and orange.
 
3
Other values (108117)
117335
ValueCountFrequency (%) 
This zesty red has pretty aromas that suggest small red berry, blue flower and a whiff of moist soil. The vibrant palate offers sour cherry, pomegranate and a hint of anise alongside zesty acidity and refined tannins. 3 < 0.1%
 
Gravenstein apple, honeysuckle and jasmine aromas show on the relatively boisterous nose of this bottling from a large vineyard on Highway 46 east of Paso Robles. There is compellingly grippy texture to the sip, with ripe flavors of pear and honeydew melon. A salty acidity takes it to the next level. 3 < 0.1%
 
Cigar box, café au lait, and dried tobacco aromas are followed by coffee and cherry flavors, with barrel spices lingering on the finish. The wood gets a bit out front but it still delivers enjoyment. 3 < 0.1%
 
Ripe plum, game, truffle, leather and menthol are some of the aromas you'll find on this earthy wine. The tightly wound palate offers dried black cherry, chopped sage, mint and roasted coffee bean alongside raspy tannins that leave a mouth-drying finish. 3 < 0.1%
 
Seductively tart in lemon pith, cranberry and pomegranate, this refreshing, light-bodied quaff is infinitely enjoyable, both on its own or at the table. It continues to expand on the palate into an increasing array of fresh flavors, finishing in cherry and orange. 3 < 0.1%
 
Testarossa's annual best-barrel offering starts with broad aromas of violets, blackberry tea and anise on the edges. It's a lighter Pinot density-wise, very soft and expressive with purple fruits, black olive and a fennel-powered acidify on the finish. 2 < 0.1%
 
Subtle aromas of black-skinned fruit and baking spice waft out of the glass. The straightforward palate evokes black plum, vanilla and tobacco while assertive tannins provide support. Drink through 2020. 2 < 0.1%
 
This fresh, crisp wine hovers attractively between crisp, herbal Sauvignon and riper yellow fruits. Touches of wood adds richness to this already-drinkable wine. Drink now or better, from 2017. 2 < 0.1%
 
The variety is unmistakable, with notes of dried herb, dark cherry and espresso. The jammy fruit flavors are rich, with lightly grainy tannins and coffee notes on the finish. It shows a fine sense of balance. 2 < 0.1%
 
This is a soft wine, fruity without great definition. A ripe, red fruit character contrasts with a bitter acidity. It is ready to drink. The blend is 50/50 Merlot and Cabernet Sauvignon. 2 < 0.1%
 
Other values (108112) 117325 > 99.9%
 

Length

Max length829
Mean length243.3071751
Min length20
ValueCountFrequency (%) 
Lowercase_Letter 54 38.8%
 
Uppercase_Letter 33 23.7%
 
Other_Punctuation 15 10.8%
 
Decimal_Number 10 7.2%
 
Math_Symbol 4 2.9%
 
Modifier_Symbol 3 2.2%
 
Control 3 2.2%
 
Dash_Punctuation 3 2.2%
 
Space_Separator 3 2.2%
 
Initial_Punctuation 2 1.4%
 
Other values (9) 9 6.5%
 
ValueCountFrequency (%) 
Latin 88 63.3%
 
Common 51 36.7%
 
ValueCountFrequency (%) 
ASCII 87 92.6%
 
Punctuation 7 7.4%
 

designation
Categorical

HIGH CARDINALITY
MISSING
Distinct count34149
Unique (%)41.3%
Missing34602
Missing (%)29.5%
Memory size1.8 MiB
Reserve
 
1835
Estate
 
1269
Reserva
 
1181
Riserva
 
658
Estate Grown
 
603
Other values (34144)
77202
ValueCountFrequency (%) 
Reserve 1835 1.6%
 
Estate 1269 1.1%
 
Reserva 1181 1.0%
 
Riserva 658 0.6%
 
Estate Grown 603 0.5%
 
Barrel sample 375 0.3%
 
Dry 344 0.3%
 
Crianza 327 0.3%
 
Estate Bottled 298 0.3%
 
Vieilles Vignes 295 0.3%
 
Other values (34139) 75563 64.4%
 
(Missing) 34602 29.5%
 

Length

Max length95
Mean length11.58517256
Min length1
ValueCountFrequency (%) 
Lowercase_Letter 60 41.4%
 
Uppercase_Letter 41 28.3%
 
Other_Punctuation 14 9.7%
 
Decimal_Number 10 6.9%
 
Control 2 1.4%
 
Other_Symbol 2 1.4%
 
Close_Punctuation 2 1.4%
 
Math_Symbol 2 1.4%
 
Space_Separator 2 1.4%
 
Open_Punctuation 2 1.4%
 
Other values (6) 8 5.5%
 
ValueCountFrequency (%) 
Latin 101 69.7%
 
Common 44 30.3%
 
ValueCountFrequency (%) 
ASCII 86 94.5%
 
Punctuation 4 4.4%
 
Geometric Shapes 1 1.1%
 

points
Real number (ℝ≥0)

Distinct count21
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean88.53304644226672
Minimum80
Maximum100
Zeros0
Zeros (%)0.0%
Memory size1.8 MiB

Quantile statistics

Minimum80
5-th percentile84
Q186
median88
Q391
95-th percentile93
Maximum100
Range20
Interquartile range (IQR)5

Descriptive statistics

Standard deviation3.040643014
Coefficient of variation (CV)0.03434472365
Kurtosis-0.3136172064
Mean88.53304644
Median Absolute Deviation (MAD)2.492405116
Skewness0.03014917539
Sum10389353
Variance9.24550994
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 80. 81.5 82.5 83.5 84.5 ... 95.5 96.5 97.5 98.5 100. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
88 15441 13.2%
 
87 15019 12.8%
 
90 14060 12.0%
 
86 11119 9.5%
 
89 11058 9.4%
 
91 10568 9.0%
 
92 9017 7.7%
 
85 8372 7.1%
 
93 6149 5.2%
 
84 5636 4.8%
 
Other values (11) 10911 9.3%
 
ValueCountFrequency (%) 
80 337 0.3%
 
81 584 0.5%
 
82 1568 1.3%
 
83 2562 2.2%
 
84 5636 4.8%
 
ValueCountFrequency (%) 
100 16 < 0.1%
 
99 30 < 0.1%
 
98 70 0.1%
 
97 217 0.2%
 
96 492 0.4%
 

price
Real number (ℝ≥0)

MISSING
Distinct count375
Unique (%)0.3%
Missing8131
Missing (%)6.9%
Infinite0
Infinite (%)0.0%
Mean35.93218212948297
Minimum4.0
Maximum3300.0
Zeros0
Zeros (%)0.0%
Memory size1.8 MiB

Quantile statistics

Minimum4
5-th percentile11
Q118
median26
Q344
95-th percentile85
Maximum3300
Range3296
Interquartile range (IQR)26

Descriptive statistics

Standard deviation41.17640796
Coefficient of variation (CV)1.145947881
Kurtosis891.4624011
Mean35.93218213
Median Absolute Deviation (MAD)20.06371919
Skewness18.83952217
Sum3924477
Variance1695.496573
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
20 6157 5.2%
 
25 5279 4.5%
 
15 5243 4.5%
 
30 4574 3.9%
 
18 4261 3.6%
 
40 3664 3.1%
 
35 3558 3.0%
 
12 3391 2.9%
 
50 3100 2.6%
 
16 3081 2.6%
 
Other values (365) 66911 57.0%
 
(Missing) 8131 6.9%
 
ValueCountFrequency (%) 
4 7 < 0.1%
 
5 26 < 0.1%
 
6 81 0.1%
 
7 298 0.3%
 
8 706 0.6%
 
ValueCountFrequency (%) 
3300 1 < 0.1%
 
2500 2 < 0.1%
 
2013 1 < 0.1%
 
2000 2 < 0.1%
 
1900 1 < 0.1%
 

province
Categorical

HIGH CARDINALITY
Distinct count406
Unique (%)0.3%
Missing53
Missing (%)< 0.1%
Memory size1.8 MiB
California
33767
Washington
 
8266
Bordeaux
 
5635
Tuscany
 
5553
Oregon
 
4990
Other values (401)
59086
ValueCountFrequency (%) 
California 33767 28.8%
 
Washington 8266 7.0%
 
Bordeaux 5635 4.8%
 
Tuscany 5553 4.7%
 
Oregon 4990 4.3%
 
Burgundy 3824 3.3%
 
Northern Spain 3605 3.1%
 
Piedmont 3598 3.1%
 
Mendoza Province 3099 2.6%
 
New York 2386 2.0%
 
Other values (396) 42574 36.3%
 

Length

Max length31
Mean length10.00216447
Min length3
ValueCountFrequency (%) 
Lowercase_Letter 41 56.2%
 
Uppercase_Letter 28 38.4%
 
Other_Punctuation 2 2.7%
 
Dash_Punctuation 1 1.4%
 
Space_Separator 1 1.4%
 
ValueCountFrequency (%) 
Latin 69 94.5%
 
Common 4 5.5%
 
ValueCountFrequency (%) 
ASCII 55 100.0%
 

region_1
Categorical

HIGH CARDINALITY
MISSING
Distinct count1190
Unique (%)1.2%
Missing19027
Missing (%)16.2%
Memory size1.8 MiB
Napa Valley
 
4139
Columbia Valley (WA)
 
3929
Russian River Valley
 
2967
Paso Robles
 
2242
Mendoza
 
2190
Other values (1185)
82856
ValueCountFrequency (%) 
Napa Valley 4139 3.5%
 
Columbia Valley (WA) 3929 3.3%
 
Russian River Valley 2967 2.5%
 
Paso Robles 2242 1.9%
 
Mendoza 2190 1.9%
 
California 2149 1.8%
 
Willamette Valley 2119 1.8%
 
Alsace 2028 1.7%
 
Barolo 1566 1.3%
 
Sonoma Coast 1453 1.2%
 
Other values (1180) 73541 62.7%
 
(Missing) 19027 16.2%
 

Length

Max length50
Mean length11.83266297
Min length3
ValueCountFrequency (%) 
Lowercase_Letter 40 53.3%
 
Uppercase_Letter 26 34.7%
 
Other_Punctuation 4 5.3%
 
Final_Punctuation 1 1.3%
 
Space_Separator 1 1.3%
 
Open_Punctuation 1 1.3%
 
Close_Punctuation 1 1.3%
 
Dash_Punctuation 1 1.3%
 
ValueCountFrequency (%) 
Latin 66 88.0%
 
Common 9 12.0%
 
ValueCountFrequency (%) 
ASCII 59 98.3%
 
Punctuation 1 1.7%
 

region_2
Categorical

MISSING
Distinct count17
Unique (%)< 0.1%
Missing70191
Missing (%)59.8%
Memory size1.8 MiB
Central Coast
10552
Sonoma
8525
Columbia Valley
7773
Napa
6395
Willamette Valley
3211
Other values (12)
10703
ValueCountFrequency (%) 
Central Coast 10552 9.0%
 
Sonoma 8525 7.3%
 
Columbia Valley 7773 6.6%
 
Napa 6395 5.4%
 
Willamette Valley 3211 2.7%
 
California Other 2181 1.9%
 
Finger Lakes 1609 1.4%
 
Sierra Foothills 1349 1.1%
 
Napa-Sonoma 1081 0.9%
 
Central Valley 989 0.8%
 
Other values (7) 3494 3.0%
 
(Missing) 70191 59.8%
 

Length

Max length17
Mean length6.327822752
Min length3
ValueCountFrequency (%) 
Lowercase_Letter 20 62.5%
 
Uppercase_Letter 10 31.2%
 
Dash_Punctuation 1 3.1%
 
Space_Separator 1 3.1%
 
ValueCountFrequency (%) 
Latin 30 93.8%
 
Common 2 6.2%
 
ValueCountFrequency (%) 
ASCII 32 100.0%
 

taster_name
Categorical

HIGH CORRELATION
MISSING
Distinct count19
Unique (%)< 0.1%
Missing23022
Missing (%)19.6%
Memory size1.8 MiB
Roger Voss
22111
Michael Schachner
13565
Kerin O’Keefe
10099
Virginie Boone
9222
Paul Gregutt
8912
Other values (14)
30419
ValueCountFrequency (%) 
Roger Voss 22111 18.8%
 
Michael Schachner 13565 11.6%
 
Kerin O’Keefe 10099 8.6%
 
Virginie Boone 9222 7.9%
 
Paul Gregutt 8912 7.6%
 
Matt Kettmann 6057 5.2%
 
Sean P. Sullivan 4751 4.0%
 
Joe Czerwinski 4429 3.8%
 
Anna Lee C. Iijima 4128 3.5%
 
Jim Gordon 3781 3.2%
 
Other values (9) 7273 6.2%
 
(Missing) 23022 19.6%
 

Length

Max length18
Mean length11.2847124
Min length3
ValueCountFrequency (%) 
Lowercase_Letter 24 53.3%
 
Uppercase_Letter 17 37.8%
 
Space_Separator 2 4.4%
 
Final_Punctuation 1 2.2%
 
Other_Punctuation 1 2.2%
 
ValueCountFrequency (%) 
Latin 41 91.1%
 
Common 4 8.9%
 
ValueCountFrequency (%) 
ASCII 43 97.7%
 
Punctuation 1 2.3%
 

taster_twitter_handle
Categorical

HIGH CORRELATION
MISSING
Distinct count15
Unique (%)< 0.1%
Missing27658
Missing (%)23.6%
Memory size1.8 MiB
@vossroger
22111
@wineschach
13565
@kerinokeefe
10099
@vboone
9222
@paulgwine 
8912
Other values (10)
25783
ValueCountFrequency (%) 
@vossroger 22111 18.8%
 
@wineschach 13565 11.6%
 
@kerinokeefe 10099 8.6%
 
@vboone 9222 7.9%
 
@paulgwine  8912 7.6%
 
@mattkettmann 6057 5.2%
 
@wawinereport 4751 4.0%
 
@JoeCz 4429 3.8%
 
@gordone_cellars 3781 3.2%
 
@AnneInVino 3127 2.7%
 
Other values (5) 3638 3.1%
 
(Missing) 27658 23.6%
 

Length

Max length16
Mean length8.866723477
Min length3
ValueCountFrequency (%) 
Lowercase_Letter 23 74.2%
 
Uppercase_Letter 5 16.1%
 
Connector_Punctuation 1 3.2%
 
Space_Separator 1 3.2%
 
Other_Punctuation 1 3.2%
 
ValueCountFrequency (%) 
Latin 28 90.3%
 
Common 3 9.7%
 
ValueCountFrequency (%) 
ASCII 30 100.0%
 

title
Categorical

HIGH CARDINALITY
UNIFORM
Distinct count73194
Unique (%)62.4%
Missing0
Missing (%)0.0%
Memory size1.8 MiB
Château Malartic-Lagravière Pessac-Léognan
 
15
Château Pape Clément Pessac-Léognan
 
15
Château Couhins-Lurton Pessac-Léognan
 
15
Château Smith Haut Lafitte Pessac-Léognan
 
14
Domaine de Chevalier Pessac-Léognan
 
14
Other values (73189)
117277
ValueCountFrequency (%) 
Château Malartic-Lagravière Pessac-Léognan 15 < 0.1%
 
Château Pape Clément Pessac-Léognan 15 < 0.1%
 
Château Couhins-Lurton Pessac-Léognan 15 < 0.1%
 
Château Smith Haut Lafitte Pessac-Léognan 14 < 0.1%
 
Domaine de Chevalier Pessac-Léognan 14 < 0.1%
 
Château Bouscaut Pessac-Léognan 13 < 0.1%
 
Domäne Wachau Terrassen Federspiel Grüner Veltliner (Wachau) 12 < 0.1%
 
Château Olivier Pessac-Léognan 12 < 0.1%
 
Dutton-Goldfield Dutton Ranch Pinot Noir (Russian River Valley) 11 < 0.1%
 
Château d'Esclans Les Clans Rosé (Côtes de Provence) 11 < 0.1%
 
Other values (73184) 117218 99.9%
 

Length

Max length132
Mean length48.71018321
Min length8
ValueCountFrequency (%) 
Lowercase_Letter 70 43.5%
 
Uppercase_Letter 45 28.0%
 
Other_Punctuation 15 9.3%
 
Decimal_Number 10 6.2%
 
Final_Punctuation 2 1.2%
 
Control 2 1.2%
 
Other_Symbol 2 1.2%
 
Close_Punctuation 2 1.2%
 
Math_Symbol 2 1.2%
 
Space_Separator 2 1.2%
 
Other values (6) 9 5.6%
 
ValueCountFrequency (%) 
Latin 115 71.4%
 
Common 46 28.6%
 
ValueCountFrequency (%) 
ASCII 86 92.5%
 
Punctuation 6 6.5%
 
Geometric Shapes 1 1.1%
 

variety
Categorical

HIGH CARDINALITY
Distinct count674
Unique (%)0.6%
Missing0
Missing (%)0.0%
Memory size1.8 MiB
Pinot Noir
 
12703
Chardonnay
 
10687
Cabernet Sauvignon
 
8981
Red Blend
 
8420
Bordeaux-style Red Blend
 
6729
Other values (669)
69830
ValueCountFrequency (%) 
Pinot Noir 12703 10.8%
 
Chardonnay 10687 9.1%
 
Cabernet Sauvignon 8981 7.7%
 
Red Blend 8420 7.2%
 
Bordeaux-style Red Blend 6729 5.7%
 
Riesling 4822 4.1%
 
Sauvignon Blanc 4297 3.7%
 
Syrah 4029 3.4%
 
Merlot 2857 2.4%
 
Nebbiolo 2753 2.3%
 
Other values (664) 51072 43.5%
 

Length

Max length35
Mean length11.70023008
Min length4
ValueCountFrequency (%) 
Lowercase_Letter 48 60.0%
 
Uppercase_Letter 27 33.8%
 
Other_Punctuation 3 3.8%
 
Dash_Punctuation 1 1.2%
 
Space_Separator 1 1.2%
 
ValueCountFrequency (%) 
Latin 75 93.8%
 
Common 5 6.2%
 
ValueCountFrequency (%) 
ASCII 56 100.0%
 

winery
Categorical

HIGH CARDINALITY
Distinct count15595
Unique (%)13.3%
Missing0
Missing (%)0.0%
Memory size1.8 MiB
Testarossa
 
209
Williams Selyem
 
206
Wines & Winemakers
 
195
Georges Duboeuf
 
195
DFJ Vinhos
 
192
Other values (15590)
116353
ValueCountFrequency (%) 
Testarossa 209 0.2%
 
Williams Selyem 206 0.2%
 
Wines & Winemakers 195 0.2%
 
Georges Duboeuf 195 0.2%
 
DFJ Vinhos 192 0.2%
 
Chateau Ste. Michelle 186 0.2%
 
Louis Latour 180 0.2%
 
Columbia Crest 152 0.1%
 
Concha y Toro 144 0.1%
 
Gary Farrell 124 0.1%
 
Other values (15585) 115567 98.5%
 

Length

Max length54
Mean length12.32565829
Min length1
ValueCountFrequency (%) 
Lowercase_Letter 59 48.0%
 
Uppercase_Letter 37 30.1%
 
Decimal_Number 10 8.1%
 
Other_Punctuation 9 7.3%
 
Space_Separator 2 1.6%
 
Math_Symbol 2 1.6%
 
Open_Punctuation 1 0.8%
 
Other_Symbol 1 0.8%
 
Close_Punctuation 1 0.8%
 
Dash_Punctuation 1 0.8%
 
ValueCountFrequency (%) 
Latin 96 78.0%
 
Common 27 22.0%
 
ValueCountFrequency (%) 
ASCII 76 98.7%
 
Punctuation 1 1.3%
 

harvest
Real number (ℝ≥0)

Distinct count12
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2010.9067234767788
Minimum2004
Maximum2015
Zeros0
Zeros (%)0.0%
Memory size1.8 MiB

Quantile statistics

Minimum2004
5-th percentile2006
Q12009
median2011
Q32013
95-th percentile2015
Maximum2015
Range11
Interquartile range (IQR)4

Descriptive statistics

Standard deviation2.876632965
Coefficient of variation (CV)0.001430515365
Kurtosis-0.6787605214
Mean2010.906723
Median Absolute Deviation (MAD)2.399656857
Skewness-0.4918496
Sum235979904
Variance8.275017215
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[2004. 2005.5 2006.5 2007.5 2008.5 2009.5 2011.5 2014.5 2015. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2013 15853 13.5%
 
2012 15723 13.4%
 
2014 15568 13.3%
 
2011 12531 10.7%
 
2010 12149 10.4%
 
2015 10041 8.6%
 
2009 9864 8.4%
 
2008 7426 6.3%
 
2007 7041 6.0%
 
2006 5772 4.9%
 
Other values (2) 5382 4.6%
 
ValueCountFrequency (%) 
2004 1772 1.5%
 
2005 3610 3.1%
 
2006 5772 4.9%
 
2007 7041 6.0%
 
2008 7426 6.3%
 
ValueCountFrequency (%) 
2015 10041 8.6%
 
2014 15568 13.3%
 
2013 15853 13.5%
 
2012 15723 13.4%
 
2011 12531 10.7%
 

description_desc
Categorical

HIGH CARDINALITY
UNIFORM
Distinct count108109
Unique (%)92.1%
Missing0
Missing (%)0.0%
Memory size1.8 MiB
blended viognier grenache fragrant offering display aroma fresh flower herb green olive huckleberry smoked meat palate ripe fruit forward bit balled middle right showing pleasing sense purity length match give time come
 
3
zesty red pretty aroma suggest small red berry blue flower whiff moist soil vibrant palate offer sour cherry pomegranate hint anise alongside zesty acidity refined tannin
 
3
cigar box caf lait dried tobacco aroma followed coffee cherry flavor barrel spice lingering finish wood get bit front still delivers enjoyment
 
3
gravenstein apple honeysuckle jasmine aroma show relatively boisterous nose bottling large vineyard highway east paso roble compellingly grippy texture sip ripe flavor pear honeydew melon salty acidity take next level
 
3
seductively tart lemon pith cranberry pomegranate refreshing light bodied quaff infinitely enjoyable table continues expand palate increasing array fresh flavor finishing cherry orange
 
3
Other values (108104)
117335
ValueCountFrequency (%) 
blended viognier grenache fragrant offering display aroma fresh flower herb green olive huckleberry smoked meat palate ripe fruit forward bit balled middle right showing pleasing sense purity length match give time come 3 < 0.1%
 
zesty red pretty aroma suggest small red berry blue flower whiff moist soil vibrant palate offer sour cherry pomegranate hint anise alongside zesty acidity refined tannin 3 < 0.1%
 
cigar box caf lait dried tobacco aroma followed coffee cherry flavor barrel spice lingering finish wood get bit front still delivers enjoyment 3 < 0.1%
 
gravenstein apple honeysuckle jasmine aroma show relatively boisterous nose bottling large vineyard highway east paso roble compellingly grippy texture sip ripe flavor pear honeydew melon salty acidity take next level 3 < 0.1%
 
seductively tart lemon pith cranberry pomegranate refreshing light bodied quaff infinitely enjoyable table continues expand palate increasing array fresh flavor finishing cherry orange 3 < 0.1%
 
ripe plum game truffle leather menthol aroma find earthy wine tightly wound palate offer dried black cherry chopped sage mint roasted coffee bean alongside raspy tannin leave mouth drying finish 3 < 0.1%
 
one cellar vibrantly rich forward blackberry black cherry plum dark chocolate sweet smoky new oak yet tannic creates astringency last spicy finish would pity open last year 2 < 0.1%
 
orange mandarin flavor mark warm full bodied wine forward fruity showing sweeter character vanilla spice tone drink soon 2 < 0.1%
 
come point pursuit restraint becomes fruitless wine show wonderfully silky texture elegant finish subtle aroma flavor roasted cashew citrus indeed understated 2 < 0.1%
 
blend roussanne grenache blanc offer broad aroma cooked apple honeydew melon peach custard palate tighter seared green apple lemon rind yellow grapefruit zest slowly open tropically banana element full bodied white wine 2 < 0.1%
 
Other values (108099) 117324 > 99.9%
 

Length

Max length594
Mean length171.5826331
Min length16
ValueCountFrequency (%) 
Lowercase_Letter 26 96.3%
 
Space_Separator 1 3.7%
 
ValueCountFrequency (%) 
Latin 26 96.3%
 
Common 1 3.7%
 
ValueCountFrequency (%) 
ASCII 27 100.0%
 

clusters
Categorical

Distinct count4
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.8 MiB
1
43000
2
30523
0
23013
3
20814
ValueCountFrequency (%) 
1 43000 36.6%
 
2 30523 26.0%
 
0 23013 19.6%
 
3 20814 17.7%
 

Length

Max length1
Mean length1
Min length1
ValueCountFrequency (%) 
Decimal_Number 4 100.0%
 
ValueCountFrequency (%) 
Common 4 100.0%
 
ValueCountFrequency (%) 
ASCII 4 100.0%
 

PCA0_target
Real number (ℝ≥0)

Distinct count108099
Unique (%)92.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.232140867080342
Minimum0.0
Maximum0.4482370130352956
Zeros4
Zeros (%)< 0.1%
Memory size1.8 MiB

Quantile statistics

Minimum0
5-th percentile0.1520708595
Q10.1979928106
median0.2314538989
Q30.2660606898
95-th percentile0.3141067791
Maximum0.448237013
Range0.448237013
Interquartile range (IQR)0.06806787922

Descriptive statistics

Standard deviation0.04934924386
Coefficient of variation (CV)0.2125831805
Kurtosis-0.1188513719
Mean0.2321408671
Median Absolute Deviation (MAD)0.03966507301
Skewness0.0370530663
Sum27241.73075
Variance0.002435347869
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.06410098 0.08431426 0.09782379 0.10766119 ... 0.36275448 0.37383079 0.3856988 0.40749916 0.44823701], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 4 < 0.1%
 
0.2096395862 3 < 0.1%
 
0.2101562857 3 < 0.1%
 
0.2149799543 3 < 0.1%
 
0.2034564855 3 < 0.1%
 
0.2201976122 3 < 0.1%
 
0.199088648 3 < 0.1%
 
0.2693375665 3 < 0.1%
 
0.1959518392 2 < 0.1%
 
0.248919225 2 < 0.1%
 
Other values (108089) 117321 > 99.9%
 
ValueCountFrequency (%) 
0 4 < 0.1%
 
0.02622330587 1 < 0.1%
 
0.0359165718 1 < 0.1%
 
0.03592702426 1 < 0.1%
 
0.03629950478 1 < 0.1%
 
ValueCountFrequency (%) 
0.448237013 1 < 0.1%
 
0.4352325328 1 < 0.1%
 
0.4326741475 1 < 0.1%
 
0.4199883241 1 < 0.1%
 
0.4198175477 1 < 0.1%
 

PCA1_target
Real number (ℝ)

Distinct count108099
Unique (%)92.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.006193907760403038
Minimum-0.4027119778301928
Maximum0.4137258970928985
Zeros4
Zeros (%)< 0.1%
Memory size1.8 MiB

Quantile statistics

Minimum-0.4027119778
5-th percentile-0.2127626816
Q1-0.1059116603
median0.01225191505
Q30.0839842402
95-th percentile0.1811133257
Maximum0.4137258971
Range0.8164378749
Interquartile range (IQR)0.1898959005

Descriptive statistics

Standard deviation0.1229796658
Coefficient of variation (CV)-19.85493982
Kurtosis-0.6508586456
Mean-0.00619390776
Median Absolute Deviation (MAD)0.1026372967
Skewness-0.1816010743
Sum-726.8550757
Variance0.01512399821
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-0.40271198 -0.36548486 -0.3330575 -0.31414813 -0.29076813 ... 0.27799744 0.30596313 0.33703035 0.35862729 0.4137259 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 4 < 0.1%
 
-0.1556769728 3 < 0.1%
 
-0.05060963262 3 < 0.1%
 
0.09438424415 3 < 0.1%
 
0.2056511378 3 < 0.1%
 
-0.1141648182 3 < 0.1%
 
-0.03109116656 3 < 0.1%
 
0.07060915926 3 < 0.1%
 
0.1411865741 2 < 0.1%
 
0.05966207114 2 < 0.1%
 
Other values (108089) 117321 > 99.9%
 
ValueCountFrequency (%) 
-0.4027119778 1 < 0.1%
 
-0.4026497397 1 < 0.1%
 
-0.3858573992 1 < 0.1%
 
-0.3804127197 1 < 0.1%
 
-0.3799128848 1 < 0.1%
 
ValueCountFrequency (%) 
0.4137258971 1 < 0.1%
 
0.3720501363 1 < 0.1%
 
0.3653804856 2 < 0.1%
 
0.3598507684 1 < 0.1%
 
0.3574038022 1 < 0.1%
 

aspects
Categorical

HIGH CARDINALITY
UNIFORM
Distinct count106339
Unique (%)90.6%
Missing0
Missing (%)0.0%
Memory size1.8 MiB
[]
 
83
['wine']
 
41
['flavor']
 
38
['acidity']
 
32
['finish', 'flavor']
 
23
Other values (106334)
117133
ValueCountFrequency (%) 
[] 83 0.1%
 
['wine'] 41 < 0.1%
 
['flavor'] 38 < 0.1%
 
['acidity'] 32 < 0.1%
 
['finish', 'flavor'] 23 < 0.1%
 
['wine', 'flavor'] 19 < 0.1%
 
['finish'] 18 < 0.1%
 
['palate', 'acidity'] 17 < 0.1%
 
['wine', 'fruit'] 17 < 0.1%
 
['flavor', 'fruit'] 16 < 0.1%
 
Other values (106329) 117046 99.7%
 

Length

Max length71
Mean length47.44003409
Min length2
ValueCountFrequency (%) 
Lowercase_Letter 26 83.9%
 
Other_Punctuation 2 6.5%
 
Close_Punctuation 1 3.2%
 
Space_Separator 1 3.2%
 
Open_Punctuation 1 3.2%
 
ValueCountFrequency (%) 
Latin 26 83.9%
 
Common 5 16.1%
 
ValueCountFrequency (%) 
ASCII 31 100.0%
 

polarity_score
Real number (ℝ)

ZEROS
Distinct count5419
Unique (%)4.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.508675841499787
Minimum-0.9288
Maximum0.9937
Zeros12056
Zeros (%)10.3%
Memory size1.8 MiB

Quantile statistics

Minimum-0.9288
5-th percentile-0.1779
Q10.2732
median0.6191
Q30.8145
95-th percentile0.9287
Maximum0.9937
Range1.9225
Interquartile range (IQR)0.5413

Descriptive statistics

Standard deviation0.3724939936
Coefficient of variation (CV)0.7322816678
Kurtosis0.02325142567
Mean0.5086758415
Median Absolute Deviation (MAD)0.3077730608
Skewness-0.900466504
Sum59693.11
Variance0.1387517753
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-0.9288 -0.8922 -0.8241 -0.73525 -0.73485 ... 0.97125 0.97765 0.984 0.98895 0.9937 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 12056 10.3%
 
0.4404 2907 2.5%
 
0.3182 1909 1.6%
 
0.4588 1750 1.5%
 
0.5574 1730 1.5%
 
0.6369 1456 1.2%
 
0.4939 1450 1.2%
 
0.5106 1325 1.1%
 
0.4215 1223 1.0%
 
0.7003 1187 1.0%
 
Other values (5409) 90357 77.0%
 
ValueCountFrequency (%) 
-0.9288 1 < 0.1%
 
-0.9153 1 < 0.1%
 
-0.8934 1 < 0.1%
 
-0.891 1 < 0.1%
 
-0.89 1 < 0.1%
 
ValueCountFrequency (%) 
0.9937 1 < 0.1%
 
0.9911 1 < 0.1%
 
0.991 2 < 0.1%
 
0.9907 1 < 0.1%
 
0.9896 1 < 0.1%
 

neutral_score
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count517
Unique (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.8504438346825732
Minimum0.381
Maximum1.0
Zeros0
Zeros (%)0.0%
Memory size1.8 MiB

Quantile statistics

Minimum0.381
5-th percentile0.688
Q10.789
median0.856
Q30.919
95-th percentile1
Maximum1
Range0.619
Interquartile range (IQR)0.13

Descriptive statistics

Standard deviation0.093378599
Coefficient of variation (CV)0.1097998424
Kurtosis-0.1208399178
Mean0.8504438347
Median Absolute Deviation (MAD)0.07553674816
Skewness-0.3851154773
Sum99799.584
Variance0.008719562751
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.381 0.4745 0.5235 0.5555 0.5785 ... 0.9775 0.9805 0.9835 0.992 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 11779 10.0%
 
0.909 989 0.8%
 
0.833 823 0.7%
 
0.87 642 0.5%
 
0.912 627 0.5%
 
0.906 604 0.5%
 
0.882 578 0.5%
 
0.896 575 0.5%
 
0.864 572 0.5%
 
0.938 556 0.5%
 
Other values (507) 99605 84.9%
 
ValueCountFrequency (%) 
0.381 1 < 0.1%
 
0.386 1 < 0.1%
 
0.394 1 < 0.1%
 
0.395 1 < 0.1%
 
0.409 1 < 0.1%
 
ValueCountFrequency (%) 
1 11779 10.0%
 
0.984 2 < 0.1%
 
0.983 2 < 0.1%
 
0.982 7 < 0.1%
 
0.981 4 < 0.1%
 

negative_score
Real number (ℝ≥0)

ZEROS
Distinct count297
Unique (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.015264772049424799
Minimum0.0
Maximum0.509
Zeros88537
Zeros (%)75.4%
Memory size1.8 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0.081
Maximum0.509
Range0.509
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.0322199173
Coefficient of variation (CV)2.110736878
Kurtosis11.38529399
Mean0.01526477205
Median Absolute Deviation (MAD)0.02303492133
Skewness2.825806854
Sum1791.321
Variance0.001038123071
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.0055 0.0115 0.0135 0.0165 ... 0.2055 0.2285 0.2845 0.3435 0.509 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 88537 75.4%
 
0.036 531 0.5%
 
0.043 524 0.4%
 
0.034 517 0.4%
 
0.046 513 0.4%
 
0.045 511 0.4%
 
0.038 495 0.4%
 
0.041 481 0.4%
 
0.047 475 0.4%
 
0.048 473 0.4%
 
Other values (287) 24293 20.7%
 
ValueCountFrequency (%) 
0 88537 75.4%
 
0.011 3 < 0.1%
 
0.012 5 < 0.1%
 
0.013 8 < 0.1%
 
0.014 18 < 0.1%
 
ValueCountFrequency (%) 
0.509 1 < 0.1%
 
0.453 1 < 0.1%
 
0.443 1 < 0.1%
 
0.372 1 < 0.1%
 
0.371 1 < 0.1%
 

positive_score
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS
Distinct count510
Unique (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.13429123135918195
Minimum0.0
Maximum0.619
Zeros17207
Zeros (%)14.7%
Memory size1.8 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10.066
median0.127
Q30.197
95-th percentile0.299
Maximum0.619
Range0.619
Interquartile range (IQR)0.131

Descriptive statistics

Standard deviation0.09361384992
Coefficient of variation (CV)0.6970957744
Kurtosis-0.1359213442
Mean0.1342912314
Median Absolute Deviation (MAD)0.07616004881
Skewness0.4654765968
Sum15759.076
Variance0.008763552897
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.007 0.0155 0.0195 0.0225 ... 0.4375 0.4555 0.49 0.5255 0.619 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 17207 14.7%
 
0.091 937 0.8%
 
0.167 693 0.6%
 
0.088 658 0.6%
 
0.094 593 0.5%
 
0.13 589 0.5%
 
0.086 562 0.5%
 
0.079 557 0.5%
 
0.081 554 0.5%
 
0.077 553 0.5%
 
Other values (500) 94447 80.5%
 
ValueCountFrequency (%) 
0 17207 14.7%
 
0.014 1 < 0.1%
 
0.015 1 < 0.1%
 
0.016 3 < 0.1%
 
0.017 7 < 0.1%
 
ValueCountFrequency (%) 
0.619 1 < 0.1%
 
0.606 1 < 0.1%
 
0.605 1 < 0.1%
 
0.591 1 < 0.1%
 
0.588 1 < 0.1%
 

sentiment
Categorical

Distinct count3
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.8 MiB
POSITIVE
96550
NEUTRAL
 
12056
NEGATIVE
 
8744
ValueCountFrequency (%) 
POSITIVE 96550 82.3%
 
NEUTRAL 12056 10.3%
 
NEGATIVE 8744 7.5%
 

Length

Max length8
Mean length7.897264593
Min length7
ValueCountFrequency (%) 
Uppercase_Letter 13 100.0%
 
ValueCountFrequency (%) 
Latin 13 100.0%
 
ValueCountFrequency (%) 
ASCII 13 100.0%
 

rating_cat
Categorical

Distinct count6
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.8 MiB
2
41518
3
39794
1
27689
4
 
5744
0
 
2489
ValueCountFrequency (%) 
2 41518 35.4%
 
3 39794 33.9%
 
1 27689 23.6%
 
4 5744 4.9%
 
0 2489 2.1%
 
5 116 0.1%
 

Length

Max length1
Mean length1
Min length1
ValueCountFrequency (%) 
Decimal_Number 6 100.0%
 
ValueCountFrequency (%) 
Common 6 100.0%
 
ValueCountFrequency (%) 
ASCII 6 100.0%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Missing values

Sample

First rows

countrydescriptiondesignationpointspriceprovinceregion_1region_2taster_nametaster_twitter_handletitlevarietywineryharvestdescription_descclustersPCA0_targetPCA1_targetaspectspolarity_scoreneutral_scorenegative_scorepositive_scoresentimentrating_cat
0ItalyAromas include tropical fruit, broom, brimstone and dried herb. The palate isn't overly expressive, offering unripened apple, citrus and dried sage alongside brisk acidity.Vulkà Bianco87NaNSicily & SardiniaEtnaNaNKerin O’Keefe@kerinokeefeNicosia Vulkà Bianco (Etna)White BlendNicosia2013aroma include tropical fruit broom brimstone dried herb palate overly expressive offering unripened apple citrus dried sage alongside brisk acidity20.202360-0.097448['broom', 'acidity', 'herb', 'brimstone', 'apple']0.15310.9350.0000.065POSITIVE2
1PortugalThis is ripe and fruity, a wine that is smooth while still structured. Firm tannins are filled out with juicy red berry fruits and freshened with acidity. It's already drinkable, although it will certainly be better from 2016.Avidagos8715.0DouroNaNNaNRoger Voss@vossrogerQuinta dos Avidagos Avidagos Red (Douro)Portuguese RedQuinta dos Avidagos2011ripe fruity wine smooth still structured firm tannin filled juicy red berry fruit freshened acidity already drinkable although certainly better30.2747100.030943['acidity', 'firm', 'fruity', 'wine', 'tannin']0.64860.8680.0000.132POSITIVE2
2USTart and snappy, the flavors of lime flesh and rind dominate. Some green pineapple pokes through, with crisp acidity underscoring the flavors. The wine was all stainless-steel fermented.NaN8714.0OregonWillamette ValleyWillamette ValleyPaul Gregutt@paulgwineRainstorm Pinot Gris (Willamette Valley)Pinot GrisRainstorm2013tart snappy flavor lime flesh rind dominate green pineapple poke crisp acidity underscoring flavor wine stainless steel fermented20.189913-0.219316['steel', 'acidity', 'wine', 'pineapple', 'flavor']-0.12800.9470.0530.000NEGATIVE2
3USPineapple rind, lemon pith and orange blossom start off the aromas. The palate is a bit more opulent, with notes of honey-drizzled guava and mango giving way to a slightly astringent, semidry finish.Reserve Late Harvest8713.0MichiganLake Michigan ShoreNaNAlexander PeartreeNaNSt. Julian Reserve Late Harvest Riesling (Lake Michigan Shore)RieslingSt. Julian2013pineapple rind lemon pith orange blossom start aroma palate bit opulent note honey drizzled guava mango giving way slightly astringent semidry finish20.157455-0.114367['bit', 'palate', 'mango', 'finish', 'note']0.34000.9260.0000.074POSITIVE2
4USMuch like the regular bottling from 2012, this comes across as rather rough and tannic, with rustic, earthy, herbal characteristics. Nonetheless, if you think of it as a pleasantly unfussy country wine, it's a good companion to a hearty winter stew.Vintner's Reserve Wild Child Block8765.0OregonWillamette ValleyWillamette ValleyPaul Gregutt@paulgwineSweet Cheeks Vintner's Reserve Wild Child Block Pinot Noir (Willamette Valley)Pinot NoirSweet Cheeks2012much like regular bottling come across rather rough tannic rustic earthy herbal characteristic nonetheless think pleasantly unfussy country wine good companion hearty winter stew10.1377310.014431['companion', 'country', 'bottling', 'wine']0.81760.8050.0000.195POSITIVE2
5SpainBlackberry and raspberry aromas show a typical Navarran whiff of green herbs and, in this case, horseradish. In the mouth, this is fairly full bodied, with tomatoey acidity. Spicy, herbal flavors complement dark plum fruit, while the finish is fresh but grabby.Ars In Vitro8715.0Northern SpainNavarraNaNMichael Schachner@wineschachTandem Ars In Vitro Tempranillo-Merlot (Navarra)Tempranillo-MerlotTandem2011blackberry raspberry aroma show typical navarran whiff green herb case horseradish mouth fairly full bodied tomatoey acidity spicy herbal flavor complement dark plum fruit finish fresh grabby10.3710270.035006['case', 'acidity', 'tomatoey', 'flavor', 'mouth']0.16550.9600.0000.040POSITIVE2
6ItalyHere's a bright, informal red that opens with aromas of candied berry, white pepper and savory herb that carry over to the palate. It's balanced with fresh acidity and soft tannins.Belsito8716.0Sicily & SardiniaVittoriaNaNKerin O’Keefe@kerinokeefeTerre di Giurfo Belsito Frappato (Vittoria)FrappatoTerre di Giurfo2013bright informal red open aroma candied berry white pepper savory herb carry palate balanced fresh acidity soft tannin00.2715300.000502['aroma', 'palate', 'herb', 'tannin', 'acidity']0.63690.8430.0000.157POSITIVE2
7FranceThis dry and restrained wine offers spice in profusion. Balanced with acidity and a firm texture, it's very much for food.NaN8724.0AlsaceAlsaceNaNRoger Voss@vossrogerTrimbach Gewurztraminer (Alsace)GewürztraminerTrimbach2012dry restrained wine offer spice profusion balanced acidity firm texture much food30.204479-0.055572['profusion', 'offer', 'acidity', 'wine', 'firm']0.00001.0000.0000.000NEUTRAL2
8GermanySavory dried thyme notes accent sunnier flavors of preserved peach in this brisk, off-dry wine. It's fruity and fresh, with an elegant, sprightly footprint.Shine8712.0RheinhessenNaNNaNAnna Lee C. IijimaNaNHeinz Eifel Shine Gewürztraminer (Rheinhessen)GewürztraminerHeinz Eifel2013savory dried thyme note accent sunnier flavor preserved peach brisk dry wine fruity fresh elegant sprightly footprint20.215866-0.118174['wine', 'sunnier', 'accent', 'thyme', 'fruity']0.90910.5860.0000.414POSITIVE2
9FranceThis has great depth of flavor with its fresh apple and pear fruits and touch of spice. It's off dry while balanced with acidity and a crisp texture. Drink now.Les Natures8727.0AlsaceAlsaceNaNRoger Voss@vossrogerJean-Baptiste Adam Les Natures Pinot Gris (Alsace)Pinot GrisJean-Baptiste Adam2012great depth flavor fresh apple pear fruit touch spice dry balanced acidity crisp texture drink20.305882-0.281712['texture', 'acidity', 'depth', 'pear', 'apple']0.75060.8080.0000.192POSITIVE2

Last rows

countrydescriptiondesignationpointspriceprovinceregion_1region_2taster_nametaster_twitter_handletitlevarietywineryharvestdescription_descclustersPCA0_targetPCA1_targetaspectspolarity_scoreneutral_scorenegative_scorepositive_scoresentimentrating_cat
117340ItalyIntense aromas of wild cherry, baking spice, tilled soil and savory herb lead the nose on this soulful, silky red. The round, smooth palate doles out juicy red cherry, strawberry jelly, mineral, white pepper and an intriguing note of zabaglione alongside soft, supple tannins and bright acidity..NaN9030.0Sicily & SardiniaSiciliaNaNKerin O’Keefe@kerinokeefeCOS Frappato (Sicilia)FrappatoCOS2013intense aroma wild cherry baking spice tilled soil savory herb lead nose soulful silky red round smooth palate dole juicy red cherry strawberry jelly mineral white pepper intriguing note zabaglione alongside soft supple tannin bright acidity00.3221590.093441['acidity', 'lead', 'herb', 'dole', 'spice']0.49390.9150.0000.085POSITIVE3
117341ItalyBlackberry, cassis, grilled herb and toasted aromas come together in the glass. On the palate, espresso, mint and black pepper add depth to the core of black cherry and blackberry flavors. It finishes on a licorice note.Sàgana Tenuta San Giacomo9040.0Sicily & SardiniaSiciliaNaNKerin O’Keefe@kerinokeefeCusumano Sàgana Tenuta San Giacomo Nero d'Avola (Sicilia)Nero d'AvolaCusumano2012blackberry cassis grilled herb toasted aroma come together glass palate espresso mint black pepper add depth core black cherry blackberry flavor finish licorice note00.2759800.240302['herb', 'flavor', 'note', 'pepper', 'palate']0.00001.0000.0000.000NEUTRAL3
117342IsraelA bouquet of black cherry, tart cranberry and clove opens into flavors of cherry, anisette, espresso bean and mint, with a hint of tart cranberry. The minty notes can almost seem overly strong for a moment, but tart tones bring the fruit flavors back to the foreground. The pleasantly gripping tannins will mellow with a few more years of aging.Oak Aged9020.0GalileeNaNNaNMike DeSimone@worldwineguysDalton Oak Aged Cabernet Sauvignon (Galilee)Cabernet SauvignonDalton2012bouquet black cherry tart cranberry clove open flavor cherry anisette espresso bean mint hint tart cranberry minty note almost seem overly strong moment tart tone bring fruit flavor back foreground pleasantly gripping tannin mellow year aging00.2436310.120869['cherry', 'flavor', 'tone', 'tannin', 'cranberry']0.73260.8970.0000.103POSITIVE3
117343FranceInitially quite muted, this wine slowly develops impressive richness and spice. It's not sweet, more medium dry, with the spice forming a core of dryness that contrasts with the honeyed texture. It can develop more, so wait to drink until 2016.Domaine Saint-Rémy Herrenweg90NaNAlsaceAlsaceNaNRoger Voss@vossrogerDomaine Ehrhart Domaine Saint-Rémy Herrenweg Gewurztraminer (Alsace)GewürztraminerDomaine Ehrhart2013initially quite muted wine slowly develops impressive richness spice sweet medium dry spice forming core dryness contrast honeyed texture develop wait drink30.205465-0.033702['spice', 'texture', 'wine', 'wait', 'contrast']0.61490.8050.0540.141POSITIVE3
117344FranceWhile it's rich, this beautiful dry wine also offers considerable freshness. Acidity cuts easily through the ripe white fruit, pear and red apples, allowing room for spice that provides a contrasting aftertaste.Seppi Landmann Vallée Noble9028.0AlsaceAlsaceNaNRoger Voss@vossrogerDomaine Rieflé-Landmann Seppi Landmann Vallée Noble Pinot Gris (Alsace)Pinot GrisDomaine Rieflé-Landmann2013rich beautiful dry wine also offer considerable freshness acidity cut easily ripe white fruit pear red apple allowing room spice provides contrasting aftertaste20.307170-0.203583['acidity', 'wine', 'freshness', 'fruit', 'spice']0.85640.6780.0550.267POSITIVE3
117345GermanyNotes of honeysuckle and cantaloupe sweeten this deliciously feather-light spätlese. It's intensely juicy, quenching the palate with streams of tart tangerine and grapefruit acidity, yet wraps up with a kiss of honey and peach.Brauneberger Juffer-Sonnenuhr Spätlese9028.0MoselNaNNaNAnna Lee C. IijimaNaNDr. H. Thanisch (Erben Müller-Burggraef) Brauneberger Juffer-Sonnenuhr Spätlese Riesling (Mosel)RieslingDr. H. Thanisch (Erben Müller-Burggraef)2013note honeysuckle cantaloupe sweeten deliciously feather light tlese intensely juicy quenching palate stream tart tangerine grapefruit acidity yet wrap kiss honey peach20.172763-0.179155['stream', 'palate', 'acidity', 'wrap', 'peach']0.73310.8340.0000.166POSITIVE3
117346USCitation is given as much as a decade of bottle age prior to release, which means it is pre-cellared and drinking at its peak. Baked cherry, cocoa and coconut flavors combine gracefully, with soft, secondary fruit compote highlights.NaN9075.0OregonOregonOregon OtherPaul Gregutt@paulgwineCitation Pinot Noir (Oregon)Pinot NoirCitation2004citation given much decade bottle age prior release mean pre cellared drinking peak baked cherry cocoa coconut flavor combine gracefully soft secondary fruit compote highlight10.1473800.033800['drinking', 'release', 'pre', 'decade', 'mean']0.52670.9140.0000.086POSITIVE3
117347FranceWell-drained gravel soil gives this wine its crisp and dry character. It is ripe and fruity, although the spice is subdued in favor of a more serious structure. This is a wine to age for a couple of years, so drink from 2017.Kritt9030.0AlsaceAlsaceNaNRoger Voss@vossrogerDomaine Gresser Kritt Gewurztraminer (Alsace)GewürztraminerDomaine Gresser2013well drained gravel soil give wine crisp dry character ripe fruity although spice subdued favor serious structure wine age couple year drink30.287841-0.102176['wine', 'year', 'soil', 'couple', 'structure']0.15480.8650.0720.063POSITIVE3
117348FranceA dry style of Pinot Gris, this is crisp with some acidity. It also has weight and a solid, powerful core of spice and baked apple flavors. With its structure still developing, the wine needs to age. Drink from 2015.NaN9032.0AlsaceAlsaceNaNRoger Voss@vossrogerDomaine Marcel Deiss Pinot Gris (Alsace)Pinot GrisDomaine Marcel Deiss2012dry style pinot gris crisp acidity also weight solid powerful core spice baked apple flavor structure still developing wine need age drink30.271630-0.130343['acidity', 'drink', 'spice', 'apple', 'wine']0.52670.8910.0000.109POSITIVE3
117349FranceBig, rich and off-dry, this is powered by intense spiciness and rounded texture. Lychees dominate the fruit profile, giving an opulent feel to the aftertaste. Drink now.Lieu-dit Harth Cuvée Caroline9021.0AlsaceAlsaceNaNRoger Voss@vossrogerDomaine Schoffit Lieu-dit Harth Cuvée Caroline Gewurztraminer (Alsace)GewürztraminerDomaine Schoffit2012big rich dry powered intense spiciness rounded texture lychee dominate fruit profile giving opulent feel aftertaste drink30.172617-0.058754['texture', 'drink', 'aftertaste', 'spiciness', 'profile']0.70030.7230.0470.230POSITIVE3